Flow Profile Modeling for Wells

ABSTRACT

Models of fluid flow in wells in formation of a subsurface earth reservoir are formed by computers based on measurements obtained by well logging tools run in the wells and measurements of formation rock characteristics obtained from laboratory data. The models so formed are used to form measures of injection/production profiles and assist reservoir engineers in allocation of production and injection wells for the reservoir, and in other reservoir production planning and analysis.

BACKGROUND OF THE INVENTION

1. Field of the Invention

The present invention relates to computerized simulation of hydrocarbonreservoirs in the earth, and in particular to forming models of flowprofiles of fluids in wells in subsurface earth formations based on dataobtained from well logging tools and laboratory data.

2. Description of the Related Art

In production from subsurface hydrocarbon reservoirs or fields, it hasbeen important to efficiently and effectively allocate wells which wereto be used as production wells and wells which were to be used asinjection reservoirs in order to optimize hydrocarbon production. Thiswas particularly the case for large reservoirs with a number of wells.It was also particularly the case in connection with fields where thewells were horizontal wells. In such cases, it was desirable to know theflow profiles of the formations between the wells. The flow profile is ameasure of the in situ flow rate of the formation at a particular depthor location in the well.

A well logging tool known as a production logging tool (or PLT) wasoften used for evaluating wells to determine the flow profiles of theformations where the wells were located. However, a production loggingtool run was expensive and time consuming. In addition selection amongwells in a reservoir or formation of wells as candidates for aproduction logging tool run had to be made on the basis of data fromother, earlier logs together with estimates and intuition based onsubjective prior experience. Also, for those wells in which a productionlogging tool run was not run and PLT data thus unavailable, analysis ofthe subsurface formation flow was based on data available from theother, earlier logging tool runs.

SUMMARY OF THE INVENTION

Briefly, the present invention provides a new and improved computerimplemented method of obtaining a measure of transmissibility of fluidin a subsurface formation at a location in a well bore. A measure of thethickness of the formation is determined based on measurements obtainedfrom a well logging tool, and obtaining a measure of the permeability ofthe formation is obtained based on logging measurements obtained from awell logging tool. A measure of the viscosity of the formation fluid isalso obtained based on logging measurements obtained from a well loggingtool. The transmissibility of fluid in the subsurface formation at thelocation in the formation is obtained based on the obtained measures ofthe thickness, permeability and viscosity.

The present invention also provides a new and improved data processingsystem for forming a measure of transmissibility of fluid in asubsurface formation at a location in a well bore. The data processingsystem includes a data storage memory and a processor which performs thesteps of obtaining a measure of the thickness of the formation based onmeasurements obtained from a well logging tool, and obtaining a measureof the permeability of the formation based on logging measurementsobtained from a well logging tool. The processor also performs the stepsof obtaining a measure of the viscosity of the formation fluid based onlogging measurements obtained from a well logging tool, and determiningthe transmissibility of fluid in the subsurface formation at thelocation in the formation based on the obtained measures of thethickness, permeability and viscosity.

The present invention further provides a new and improved data storagedevice having stored in a computer readable medium computer operableinstructions for causing a data processing system to form a measure ofthe transmissibility of fluid in a subsurface formation at a location ina well bore. The instructions stored in the data storage device includeinstructions causing the data processing system to obtain a measure ofthe thickness of the formation based on measurements obtained from awell logging tool and obtain a measure of the permeability of theformation based on logging measurements obtained from a well loggingtool. The instructions stored in the data storage device also includeinstructions causing the data processing system to obtain a measure ofthe viscosity of the formation fluid based on logging measurementsobtained from a well logging tool and determine the transmissibility offluid in the subsurface formation at the location in the formation basedon the obtained measures of the thickness, permeability and viscosity.

BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1 is a schematic diagram, taken partly in cross-section, of alogging while drilling system disposed in a well borehole to obtain welllog data for the present invention.

FIG. 2 is a schematic diagram, taken partly in cross-section, of anotherwell logging system disposed in a well borehole to obtain well log datafor the present invention.

FIG. 3 is a is a schematic diagram of a computer system of FIGS. 1 and 2for analyzing and processing well logs and other measurements in formingflow profile models for subsurface earth formations according to thepresent invention.

FIG. 4 is a functional block diagram of a set of data processing stepsperformed in the computer system of FIG. 3 during the forming of flowprofile models for subsurface earth formations according to the presentinvention.

FIG. 5 is a display or plot of cumulative flow transmissibility for asubsurface formation obtained according to the present invention as afunction of depth in a well bore.

FIG. 6 is a display or comparison plot of cumulative flowtransmissibility for a subsurface formation obtained according to thepresent invention as a function of depth, and well log data obtainedfrom a production well logging tool or PLT.

FIG. 7 is a comparison plot of the data displayed in FIG. 5 withcumulative flow transmissibilty adjusted for relative formationpermeability according to the present invention.

FIGS. 8A and 8B are displays or plots of flow transmissibility as afunction of depth in a well bore.

FIG. 9 is a plot of a flow profile formed according to the presentinvention and a flow profile obtained from a production well loggingtool or PLT superimposed on a well log plot or display.

FIGS. 10A and 10B are schematic diagrams of models of computersimulations of possible placements in a portion of a subsurfacereservoir.

DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS

in the drawings, FIG. 1 illustrates an example of alogging-while-drilling (LWD) system S for gathering data aboutsubsurface formations during drilling. The system S may be one ofseveral commercially available types used during drilling operations ata wellsite to gather data. Once the data has been obtained, it is thenavailable for processing in a manner to be set forth according to thepresent invention. The system S includes as a part of the drilling rig adownhole subassembly 10 that moves within a borehole 14 behind a drillbit 12. The subassembly 10 is connected at a lower end of a drill string16 during drilling of the borehole 14. The downhole subassembly 10 ispreferably positioned as close as practical to the drill bit 12.

Although the well 14 is illustrated in FIGS. 1 and 2 as what is known asa horizontal well, it should be understood that the modeling of flowprofiles according to the present invention is performed for subsurfaceformations through which other types of well bores extend. Theembodiment in FIGS. 1 and 2 showing bore 14 as generally horizontal isgiven only by way of illustrative example.

As shown in FIG. 1, the drill bit 12 and the borehole 14 have during theprogress of drilling transitioned from an initial vertical directionfrom an upper borehole portion 14 a to a generally horizontal path intoa subsurface earth formation 18 containing hydrocarbons of interest andlocated among other non-hydrocarbon bearing formations in the earth.

The drill bit 12 may be rotated in several ways during drillingoperations. The drill bit 12 may be rotated by a downhole motor whichmay be contained in a downhole subassembly 10. The drill bit 12 may alsobe driven by rotating the drill string 16 by a surface prime mover 20 todrill the borehole 14 in the earth formations 18. For simplicity, theprime mover and other components of the surface drilling rig are notshown. The downhole assembly 10 contains various sensors and devices ofthe conventional type for gathering data and receiving signals from thewellhead during drilling operations. If desired, a conventionalmeasuring-while-drilling or MWD system may be used in place of the LWDsystem 10.

Well logging data from the downhole subassembly 10 are telemetered by adownhole telemetry system (not shown) in the downhole subassembly 10 toan uphole data processing system D. The uplink data telemetry path isindicated by a phantom or broken line 22 in the boreholes 14 and 14 aand by communication lines indicated schematically at 24 and 26. Datafrom the downhole subassembly 10 are received and stored as functions ofborehole depth by conventional uphole telemetry in a suitable datamemory 30 including a data records unit and a data input unit. The datareceived from the downhole subassembly 10 and stored in the memory 30are then available for processing in the data processing system D.

The telemetry system utilized in the present invention may be of severalconventional, commercially available types, including either MWD or LWDwell telemetry systems. It should also be understood that there areseveral commercially available well telemetry systems which are capableof providing well data about formation parameters of interest derivedfrom well drilling as the well is being drilled that may be used forgathering data. Once the data are gathered, they are available forprocessing according to the present invention.

The data processing systems D of each of FIGS. 1 and 2 receive andprocess the data of interest such that the parameters of interest arerecorded and displayed in the desired manner which is usually a plot ofthe parameters of interest as a function of depth within the borehole atwhich they are determined. The data processing systems D also typicallyreceive input data from the data memory unit 30 which are telemetereddownhole in the conventional manner by a downlink telemetry path denotedby the broken line 22 to the downhole subassembly 10. The LWD system 10also includes a surface depth measurement system, such as a depthmeasure wheel and associated circuitry 28. A depth measurement system(not shown) also is typically included in the downhole subassembly 10which enable a downhole computer to more accurately correlate or computevarious sensor measurements and parameters of interest to theirrespective depths or true locations within the borehole 14 at which suchmeasurements are made.

The LWD data from the downhole subassembly 10 are subjected toconventional preprocessing and recorded as functions of borehole depthin the data memory 30. Once recorded, the LWD data measurements areavailable for processing and transferred as needed into the dataprocessing system D.

The LWD data are processed by data processing system D to obtain welllogs based on the types of measurements made in the downhole subassembly10. Among the data available from the LWD data logs are measures of thethickness of the formation 18 of interest and measures of the porosityof formation as a function of depth, a porosity log. The formationthickness and porosity log data obtained from the LWD data from the wellbore 14 in formation 18 are then available for processing in the dataprocessing system D according to the present invention in a manner to beset forth below.

In FIG. 2 of the drawings, a conventional well logging system W is shownin FIG. 2 in the well 10. The well logging system W is a separate typeof logging system that the LWD logging system S of FIG. 1 and is used toobtain further data measurements for additional well logs from the wellbore 14 in formation 18 which are in turn processed in accordance withthe present invention. A sonde or logging tool housing 40 containing oneor more conventional types of well logging instruments 42 is connectedat a lower end of a conductive wireline cable 43 which is routed orported through drill tubing or pipe 44 to which the sonde 40 isattached. The wireline cable 43 permits transfer of signals and data ineach direction between the well logging instruments 42 and surfaceelectronics, as indicated schematically at 41 and 45.

The sonde 40 is advanced at the lower end of the tubing 44 into the wellbore 14 to obtain the responses to the well logging instruments 42 ofsubsurface formations including the formation 18 of interest. Accordingto the present invention, the following types of well loggingmeasurements be obtained by instruments 42 from the subsurfaceformation: an NMR or nuclear magnetic resonance log; a permeability orelectrofacies log; a resistivity log, e.g. induction log, laterolog; agamma ray log; and a porosity log, e.g. density log, neutron log, soniclog. It should be understood that the sonde 40 need not contain all ofthese logging instruments, and may contain one or more of suchinstruments. In the latter case, sufficient logging passes are made withdifferent well logging tools to obtain well logging measurements of alldesired types for formation depths of interest.

During the well logging runs, the sonde 40 and tubing 44 are supportedand advanced in the well by a tubing injector 46. A depth measuringsensor 48 forms a measure of the length of tubing 44 inserted into thewell. The well logging measurements obtained by the well logginginstruments in the sonde 40 are recorded as functions of borehole depthas provided by sensor 48 in a suitable data memory unit such as a unit30 like that of FIG. 1. Once recorded, the well logging datameasurements are then available for processing and transferred as neededinto the data processing system D.

The logging data from logging instruments 42 in the sonde 40 areprocessed by data processing system D to obtain well logs based on thetypes of measurements made by the logging instruments. Among the dataavailable form the logging instruments are: measures of the viscosity ofthe fluid as a function of depth in the well and the formation 18 ofinterest, a viscosity log; and measures of the permeability of formationas a function of depth in the well and the formation 18 of interest, apermeability log. The viscosity log is typically obtained from dataobtained by an NMR log, and the permeability log is typically obtainedfrom data obtained by an electrofacies log. The viscosity log andpermeability log data obtained from the well log data from the well bore14 in formation 18 are then available for processing in the dataprocessing system D according to the present invention in a manner to beset forth below. Measures of formation water saturation can bedetermined based on data obtained from a resistivity log.

It should also be understood that the processed LWD and well log datameasurement obtained may, if desired, be transmitted by satellite orother suitable telemetry link for processing according to the presentinvention by a computer located at an office or other facility which isconsiderably distant from the area of the well being drilled or logged.

In any case, the data processing system D at the well site, or thecomputer at a remote office, accesses the logging data measurementsobtained in the system S (FIG. 1) and the system W (FIG. 2) to undertakethe logic of the present invention and obtain a measure oftransmissibility of fluid in subsurface formations, which may beexecuted by a processor as a series of computer-executable instructions.

As illustrated in FIG. 3, the data processing system D of each of FIGS.1 and 2 includes a computer 50 having a processor 52 and memory 54coupled to the processor 52 to store operating instructions, controlinformation and database records therein. The computer 50 may, ifdesired, be a multicore processor with nodes such as those from IntelCorporation or Advanced Micro Devices (AMD), or a mainframe computer ofany conventional type of suitable processing capacity such as thoseavailable from International Business Machines (IBM) of Armonk, N.Y. orother source.

It should be noted that other digital processors, may be used, such aspersonal computers in the form of a laptop computer, notebook computeror other suitable programmed or programmable digital data processingapparatus.

The computer 50 has a user interface 56 and an output display 58 fordisplaying output data or records of processing of well logging datameasurements performed according to the present invention to obtain ameasure of transmissibility of fluid in subsurface formations. Theoutput display 58 includes components such as a printer and an outputdisplay screen capable of providing printed output information orvisible displays in the form of graphs, data sheets, graphical images,data plots and the like as output records or images.

The user interface 56 of computer 50 also includes a suitable user inputdevice or input/output control unit 60 to provide a user access tocontrol or access information and database records and operate thecomputer 50. Data processing system D further includes a database 62stored in memory, which may be internal memory 54, or an external,networked, or non-networked memory as indicated at 64 in an associateddatabase server 66.

The data processing system D includes program code 68 stored in memory54 of the computer 50. The program code 68, according to the presentinvention is in the form of computer operable instructions causing thedata processor 52 to form obtain a measure of transmissibility of fluidin subsurface formations, as will be set forth.

It should be noted that program code 68 may be in the form of microcode,programs, routines, or symbolic computer operable languages that providea specific set of ordered operations that control the functioning of thedata processing system D and direct its operation. The instructions ofprogram code 68 may be may be stored in memory 54 of the computer 50, oron computer diskette, magnetic tape, conventional hard disk drive,electronic read-only memory, optical storage device, or otherappropriate data storage device having a computer usable medium storedthereon. Program code 68 may also be contained on a data storage devicesuch as server 64 as a computer readable medium, as shown.

A flow chart F of FIG. 4 herein illustrates the structure of the logicof the present invention as embodied in computer program software. Thoseskilled in the art appreciate that the flow charts illustrate thestructures of computer program code elements that function according tothe present invention. The invention is practiced in its essentialembodiment by computer components that use the program code instructionsin a form that instructs the digital data processing system D to performa sequence of processing steps corresponding to those shown in the flowchart F.

With reference to FIG. 4, the flow chart F is a high-level logicflowchart illustrates a method according to the present invention offorming a measure of transmissibility of fluid in subsurface formations.The method of the present invention performed in the computer 50 can beimplemented utilizing the computer program steps of FIG. 4 stored inmemory 54 and executable by system processor 52 of computer 50. Thelogging data resulting from measurements taken with the logging system Sof FIG. 1 and the logging system W of FIG. 2 are provided as inputs tothe data processing system D, as well as laboratory data including dataregarding relative permeability of formation rock samples to oil and towater.

As shown in the flow chart F of FIG. 4, a preferred sequence of steps ofa computer implemented method or process for obtaining a measure oftransmissibility of fluid in a subsurface formation at a depth orlocation of interest in a well bore according to the present inventionis illustrated schematically. During step 100, data from well logsobtained as disclosed above are assembled for further processing.Additionally, if desired, laboratory data regarding the relativepermeability to oil of the formation rock and the relative permeabilityto water of the formation rock are provided, as will be described. Asshown at step 102, a measure of the thickness h of the formation basedon measurements from the LWD well logging tool 10 at the depth ofinterest is obtained. Then as indicated at step 104, a measure of thepermeability k of the formation is obtained at the same depth ofinterest based on logging measurements from a well logging tool, such asfrom an electrofacies log obtained by instrumentation in the loggingsonde 40. An example of such a logging technique is known in the art asa Facimage.

During step 106, a measure of the viscosity μ of the formation fluid isobtained at the same depth of interest, based on logging measurementsfrom a well logging tool such as such as from an NMR log obtained byinstrumentation in the logging sonde 20. Then during step 108, based onthe obtained measures of the thickness h, permeability k, and viscosityμ, the transmissibility T of fluid at the particular depth of interestin the subsurface formation is determined. With the present invention,it has been found that the transmissibility measurements obtained are ineffect model or pseudo flow profiles comparable in information contentand accuracy to those which are available from a production logging toolor PLT.

A model flow profile is obtained by determining the transmissibility ateach point or depth in the well bore where the tool is sampling.Transmissibility is a function of thickness, permeability and viscosity.The thickness, permeability and viscosity parameters obtained fromlogging data during steps 102, 104, and 106 are used to determinetransmissibility during step 108 according to the followingrelationship:

${Transmissibility} = \frac{{{Thickness}(h)} \times {{Permeability}(k)}}{{Viscosity}(\mu)}$or $T = \frac{h \times k}{\mu}$

Thickness is obtained by knowing the sampling frequency of datameasurement by the logging tool. Permeability is provided by theconventional Facimage technique. This technique is based on amathematical and probabilistic process and model which in turn depend onwellbore logs and offset well logs to provide an accurate approximationof permeability. Viscosity is calculated as a byproduct of timerelaxation measurements taken by the NMR logging tool. The parametersare processed in the data processing system D according to Equationabove (2) to determine transmissibility at the corresponding depth wherethe log data were obtained. From bottom to top of the zone of interestin the well bore, transmissibility is cumulatively summed up and plottedas a function of depth to produce a flow profile prediction or pseudoflow profile for the zones of interest, such as that shown at 120 inFIG. 5.

Next, a comparison is made between the determined calculated pseudo flowprofile, an example of which is shown at 120 in FIG. 5, with the actualflow profile for the same zone of interest. An example of an actual flowprofile from a PLT log is shown at 122 in FIG. 6 along with the pseudoflow profile 120, which is the same data shown in FIG. 5.

As can be seen from FIG. 6, the pseudo flow profile 120 is not matchingthe actual flow profile 122. The main reason behind this difference hasbeen determined according to the present invention to be because therelative permeability is not taken into account when processingaccording to Equation (2).

With the present invention relative permeability is taken into account,and this dynamic factor adjusts the flow profile model and takes intoaccount the flow of oil and water in the well bore. Equation (2) ismodified and processing of data occurs such that relative permeabilityis included in the determination.

Relative permeability data from laboratory tests is used in order tomake the obtained transmissibility results more accurate and add adynamic factor to the determination. In such cases, the transmissibilityEquation is modified such that curves for the parameters for relativepermeability to oil (k_(ro)) and water (k_(rw)) are included andtransmissibility is determined separately for oil and water, as follows:

${{Transmissibility}\mspace{14mu} {of}\mspace{14mu} {Oil}} = \frac{\begin{matrix}{{Thickness}(h) \times {{Permeability}(k)} \times} \\{{Relative}\mspace{14mu} {Permeability}\mspace{14mu} {to}\mspace{14mu} {Oil}}\end{matrix}}{{Viscosity}\mspace{14mu} {of}\mspace{14mu} {{Oil}(\mu)}}$or$T_{o} = {\frac{h \times k \times k_{ro}}{\mu_{o}} = \frac{h \times k_{o}}{\mu_{o}}}$${{Transmissibility}\mspace{14mu} {of}\mspace{14mu} {Water}} = \frac{\begin{matrix}{{Thickness}(h) \times {{Permeability}(k)} \times} \\{{Relative}\mspace{14mu} {Permeability}\mspace{14mu} {to}\mspace{14mu} {Water}}\end{matrix}}{{Viscosity}\mspace{14mu} {of}\mspace{14mu} {{Water}(\mu)}}$or$T_{w} = {\frac{h \times k \times k_{rw}}{\mu_{w}} = \frac{h \times k_{w}}{\mu_{w}}}$

Before processing the data according to the modified relations accordingto the present invention, relative permeability is determined usingporosity, permeability and, water saturation. Using porosity andpermeability a term called flow zone indicator is determined and thenused to determine the hydraulic unit which determines the properrelative permeability curve. Using the water saturation calculated inthe logs, a value for relative permeability to oil and water can beobtained and utilized in Equations (4) and (6).

The determined transmissibility values of oil and water at depth pointsof interest are determined and the oil and water transmissibiltymeasures are then added to form a total transmissibility at thecorresponding depth point during a step 110. The depth of interest isincremented to the next depth of interest as indicated at step 112, andprocessing returns as indicated to step 102. As indicated at step 114,the cumulative transmissibility is plotted by display 60 as a functionof depth. Plotting results in a display of a measure such as that shownin green at 124 in FIG. 7 along with the actual flow profile 122 of FIG.6 and the pseudo flow profile 120 of FIGS. 5 and 6.

As seen from FIG. 7, the green curve 124 fits the actual plot 122 from aPLT log, which is directly a result of taking into account the relativepermeability factor in the determination of the transmissibility. FIG. 7demonstrates the importance of adding dynamic factors such as relativepermeability to have more accurate results.

FIG. 8A is a comparison plot of data from an actual well showingcumulative transmissibility as a function of measured depth of a flowprofile 126 from a conventional PLT log and a flow profile 128 which wasobtained without taking relative permeability into account. FIG. 8B is acomparison plot of data from the same actual well showing the samecumulative transmissibility as a function of measured depth of a flowprofile 126 of FIG. 8A from a conventional PLT log and a flow profile130 which was obtained having taken relative permeability into accountaccording relative permeability in determining transmissibility. Again,the flow profile 130 can be seen to better track the flow profile 126than the results for flow profile 128 of FIG. 8A.

FIG. 9 is another example from an actual well to illustrate theadvantages of the present invention. FIG. 9 shows a comparison plot ofdata obtained and plotted from a production logging tool in an actualwell as indicated in blue at 130 in FIG. 9 and a plot 132 of a pseudoflow profile formed according to the present invention. The plots 130and 132 are superimposed over customary plots of other well log datafrom conventional PLT and other well logs regarding the subsurface zoneof interest. As can be seen in FIG. 9, an excellent match exists betweenthe PLT log data 130 and the flow profile 132 according to the presentinvention.

Utilizing the techniques of the present invention provides economicbenefits due to the fact that time and resources are saved as opposed tohaving to run of expensive production logging tools or PLT's for everynewly drilled well.

The process of forming a model or pseudo flow profile can be extended towells that have not been drilled, or wells to be drilled in the futureand improve their placement such that the best and most uniform flow canbe achieved. A pseudo flow profile for a planned wells is formedutilizing data obtained from a geological model shown at 140 in FIGS. 10A and 10B of a reservoir of interest. The model may be, for example,formed in a reservoir simulator of the type described in commonly ownedU.S. Pat. No. 7,809,537, or of the type known as the POWERS simulatordescribed in the literature. See, for example articles by Dogru, A. H.,et al, “A Massively Parallel Reservoir Simulator for Large ScaleReservoir Simulation,” Paper SPE 51886 presented at the 1999 SPEReservoir Simulation Symposium, Houston Tex., February 1999 and byDogru, A. H., Dreiman, W. T., Hemanthkumar, K. and Fung, L. S.,“Simulation of Super K Behavior in Ghawar by a Multi-Million CellParallel Simulator,” Paper SPE 68066 presented at the Middle East OilShow, Bahrain, March 2001. In these types of models the large reservoiris organized into a number of much smaller cells of a size whichprovides meaningful indications regarding reservoir and formationfeatures of interest.

A transmissibility model for oil and water is formed using Equations (4)and (6) for each cell in the model 140 in the zone of interest. Dataindicative of the placement and path of the projected well is theninserted in the model, and data values retrieved for viscosity,thickness, and relative permeability to oil and water at the celllocations in the model where the trajectory of the well intersects thecells of interest. An example depth for such an intersection in themodel 140 is shown at 142 in FIG. 10B.

For those cell locations along the projected or planned well path, suchas those indicated at 144 and 146 in FIGS. 10A and 10B, and at 148 inFIG. 10B, the transmissibility for both oil and water are determined andsummed. The results are then plotted as a function of depth forming adisplay like that shown at 124 in FIG. 7 to obtain a predicted orsimulated pseudo flow profile. The resultant flow profile is thenevaluated. Alternative well placements for improved flow may beevaluated by changing well placement either vertically, horizontally orazimuthally.

The process of the present invention thus helps in better well planning,optimized well production, and minimization of the use of expensivelogging tools such as NMR (Nuclear Magnetic Resonance tool). In the caseof proposed water injection wells, they can be evaluated and theirposition adjusted to have uniform water fronts in a peripheral waterinjection scheme.

FIGS. 10A and 108 show schematically some possible well placements thatcould occur in a reservoir, using the flow prediction method accordingto the present invention for the model. The results can indicate whichwell placement or trajectory would optimize well production and thusassist in planning the drilling program accordingly.

The present invention uses field and log data, along with lab resultsand measurements to generate and predict Injection/Production profilesfor wells of interest. The present invention thus enables reservoirengineers to measure, evaluate and compare an accurate model oftransmissibility prediction to actual PLT data. This is valuable inassessment of a well's expected profile and the effectiveness of wellstimulation techniques.

The present invention accumulates data acquired from the logginginstrumentation in the various logging tools foot for foot of measureddepth in the well. The logging data is also if desired combined withlaboratory data to produce a transmissibility curve that indicates theflow profile of a well of interest with accuracy. The present inventionalso enables a reservoir engineer to make confident decisions aboutwhich wells require a PLT log and which wells need not based on actualcompiled data as opposed to making estimates or guesses by looking ateach data component and parameter separately.

The present invention enables a reservoir engineer or analyst to comparepredicted flow profiles obtained as described above with PLT data, whenavailable, and to investigate discrepancies which might exist. Examplesinclude those caused due to fractures, thief zones, a bad stimulationjob, and the like. The present invention also provides more confidencein deciding whether or not to run a PLT log in a particular well. Thepresent invention also provides more confidence about flow profile datafrom a well in situations when a decision is made not to run a PLT inthe well. The present invention also saves time by avoiding delays whichoccur while waiting for a PLT log to be run in a well, and provides costsavings by eliminating PLT logs in cases where reservoir engineers areif comfortable with the predicted flow profiles obtained with thepresent invention.

The invention has been sufficiently described so that a person withaverage knowledge in the matter may reproduce and obtain the resultsmentioned in the invention herein Nonetheless, any skilled person in thefield of technique, subject of the invention herein, may carry outmodifications not described in the request herein, to apply thesemodifications to a determined structure, or in the manufacturing processof the same, requires the claimed matter in the following claims; suchstructures shall be covered within the scope of the invention.

It should be noted and understood that there can be improvements andmodifications made of the present invention described in detail abovewithout departing from the spirit or scope of the invention as set forthin the accompanying claims.

1. A computer implemented method of obtaining a measure of transmissibility of fluid in a subsurface formation at a location in a well bore, comprising the steps of obtaining a measure of the thickness of the formation based on measurements obtained from a well logging tool; obtaining a measure of the permeability of the formation based on logging measurements obtained from a well logging tool; obtaining a measure of the viscosity of the formation fluid based on logging measurements obtained from a well logging tool; determining the transmissibility of fluid in the subsurface formation at the location in the formation based on the obtained measures of the thickness, permeability and viscosity.
 2. The method of claim 1, wherein the well bore comprises a horizontal well bore.
 3. The method of claim 1, wherein the step of obtaining a measure of the thickness of the formation is performed with a logging while drilling tool.
 4. The method of claim 1, wherein the step of obtaining a measure of the permeability of the formation is performed with an electrofacies logging tool.
 5. The method of claim 1, wherein the step of obtaining a measure of the viscosity of the formation fluid is performed with an NMR logging tool.
 6. The method of claim 1, further including the step of forming an output display of the determined transmissibility of fluid in the subsurface formation at the location in the formation.
 7. The method of claim 1, wherein: the step of obtaining a measure of the thickness of the formation based on measurements obtained from a well logging tool is performed at a selected location in the formation; the step of obtaining a measure of the permeability of the formation based on logging measurements obtained from a well logging tool is performed at the selected location in the formation; the step of obtaining a measure of the viscosity of the formation fluid based on logging measurements obtained from a well logging tool is performed at the selected location in the formation; and the step of determining the transmissibility of fluid in the subsurface formation at the location in the formation is performed at the selected location in the formation based on the obtained measures of the thickness, permeability and viscosity at the selected location in the formation.
 8. The method of claim 7, further including the steps of obtaining a measure of the thickness of the formation based on measurements obtained from a well logging tool at another selected location in the formation; obtaining a measure of the permeability of the formation based on measurements obtained from a well logging tool at the another selected location in the formation; obtaining a measure of the viscosity of the formation fluid based on measurements obtained from a well logging tool at the another selected location in the formation; and determining transmissibility of fluid in the subsurface formation at the another selected location at the another location in the formation based on the obtained measures of the thickness, permeability and viscosity at the another selected location.
 9. The method of claim 8, further including the step of: forming a cumulative measure of transmissibility of fluid in the subsurface formation based on the determined measure of transmissibility at the selected locations in the formation.
 10. The method of claim 9, further including the step of: forming an output display of the cumulative measure of transmissibility of fluid in the subsurface formation.
 11. The method of claim 1, further including the step of: obtaining a measure of porosity of the formation.
 12. A data processing system for forming a measure of transmissibility of fluid in a subsurface formation at a location in a well bore, the data processing system comprising: a data storage memory; a processor for performing the steps of: obtaining a measure of the thickness of the formation based on measurements obtained from a well logging tool; obtaining a measure of the permeability of the formation based on logging measurements obtained from a well logging tool; obtaining a measure of the viscosity of the formation fluid based on logging measurements obtained from a well logging tool; determining the transmissibility of fluid in the subsurface formation at the location in the formation based on the obtained measures of the thickness, permeability and viscosity.
 13. The data processing system of claim 12, wherein the well bore comprises a horizontal well bore.
 14. The data processing system of claim 12, further including an output display forming a display of the determined transmissibility of fluid in the subsurface formation at the location in the formation.
 15. The data processing system of claim 12, wherein the processor performs: the step of obtaining a measure of the thickness of the formation based on measurements obtained from a well logging tool at a selected location in the formation; the step of obtaining a measure of the permeability of the formation based on logging measurements obtained from a well logging tool at the selected location in the formation; the step of obtaining a measure of the viscosity of the formation fluid based on logging measurements obtained from a well logging tool at the selected location in the formation; and the step of determining the transmissibility of fluid in the subsurface formation at the location in the formation at the selected location in the formation based on the obtained measures of the thickness, permeability and viscosity at the selected location in the formation.
 16. The data processing system of claim 15, further including the processor performing the steps of: obtaining a measure of the thickness of the formation based on measurements obtained from a well logging tool at another selected location in the formation; obtaining a measure of the permeability of the formation based on measurements obtained from a well logging tool at the another selected location in the formation; obtaining a measure of the viscosity of the formation fluid based on measurements obtained from a well logging tool at the another selected location in the formation; and determining transmissibility of fluid in the subsurface formation at the another selected location at the another location in the formation based on the obtained measures of the thickness, permeability and viscosity at the another selected location.
 17. The data processing system of claim 16, further including the processor performing the step of: forming a cumulative measure of transmissibility of fluid in the subsurface formation based on the determined measure of transmissibility at the selected locations in the formation.
 18. The data processing system of claim 17, further including an output display forming a display of the cumulative measure of transmissibility of fluid in the subsurface formation.
 19. The data processing system of claim 12, further including the processor performing the step of obtaining a measure of porosity of the formation.
 20. A data storage device having stored in a computer readable medium computer operable instructions for causing a data processing system to form a measure of transmissibility of fluid in a subsurface formation at a location in a well bore, the instructions stored in the data storage device causing the data processing system to perform the following steps: obtaining a measure of the thickness of the formation based on measurements obtained from a well logging tool; obtaining a measure of the permeability of the formation based on logging measurements obtained from a well logging tool; obtaining a measure of the viscosity of the formation fluid based on logging measurements obtained from a well logging tool; determining the transmissibility of fluid in the subsurface formation at the location in the formation based on the obtained measures of the thickness, permeability and viscosity.
 21. The data storage device of claim 20, wherein the well bore comprises a horizontal well bore.
 22. The data storage device of claim 20, further including the stored instructions containing instructions causing the data processing system to perform step of forming an output display of the determined transmissibility of fluid in the subsurface formation at the location in the formation.
 29. The data storage device of claim 20, wherein the stored instructions containing instructions causing the data processing system to perform steps of obtaining a measure of the thickness of the formation based on measurements obtained from a well logging tool at a selected location in the formation; obtaining a measure of the permeability of the formation based on logging measurements obtained from a well logging tool at the selected location in the formation; obtaining a measure of the viscosity of the formation fluid based on logging measurements obtained from a well logging tool at the selected location in the formation; and determining the transmissibility of fluid in the subsurface formation at the location in the formation at the selected location in the formation based on the obtained measures of the thickness, permeability and viscosity at the selected location in the formation.
 24. The data storage device of claim 23, further including the stored instructions containing instructions causing the data processing system to perform the steps of obtaining a measure of the thickness of the formation based on measurements obtained from a well logging tool at another selected location in the formation; obtaining a measure of the permeability of the formation based on measurements obtained from a well logging tool at the another selected location in the formation; obtaining a measure of the viscosity of the formation fluid based on measurements obtained from a well logging tool at the another selected location in the formation; and determining transmissibility of fluid in the subsurface formation at the another selected location at the another location in the formation based on the obtained measures of the thickness, permeability and viscosity at the another selected location.
 25. The data storage device of claim 24, further including the stored instructions containing instructions causing the data processing system to perform the step of: forming a cumulative measure of transmissibility of fluid in the subsurface formation based on the determined measure of transmissibility at the selected locations in the formation.
 26. The data storage device of claim 25, further including the stored instructions containing instructions causing the data processing system to perform the step of forming an output display of the cumulative measure of transmissibility of fluid in the subsurface formation.
 27. The data storage device of claim 20, further including the stored instructions containing instructions causing the data processing system to perform the step of: obtaining a measure of porosity of the formation. 